您当前的位置：
首页 >
文章列表页 >
Fuzzy C-means clustering algorithm based on adaptive neighbors information
Information Sciences | 更新时间：2024-05-06
|

    • Fuzzy C-means clustering algorithm based on adaptive neighbors information

    • “针对传统模糊C均值（FCM）算法在聚类过程中易受噪声、异常值等因素干扰的问题，研究者在聚类分析领域取得了新进展。他们提出了一种基于自适应近邻信息的模糊C均值聚类算法，通过引入样本点和类中心点的近邻信息，增强了算法对数据结构的感知能力，从而提高了聚类的稳定性和性能。这一创新方法不仅丰富了聚类分析的理论体系，还为实际应用中处理复杂数据提供了有效工具。在基准数据集上的实验结果显示，该算法相较于其他先进聚类算法，性能提升了10%以上。同时，研究者还从参数敏感性、收敛性、消融实验等方面对算法进行了全面评价，进一步验证了其可行性与有效性。这一研究成果对于推动聚类分析领域的发展具有重要意义。”
      ”
    • Optics and Precision Engineering   Vol. 32, Issue 7, Pages: 1045-1058(2024)

    • DOI：10.37188/OPE.20243207.1045    

      CLC： TP394.1;TH691.9

    • Published：10 April 2024，

      Received：28 August 2023，

      Revised：11 October 2023，

    扫 描 看 全 文

  • GAO Yunlong,LI Jianpeng,ZHENG Xingshen,et al.Fuzzy C-means clustering algorithm based on adaptive neighbors information[J].Optics and Precision Engineering,2024,32(07):1045-1058. DOI： 10.37188/OPE.20243207.1045.

  •  
  •  

0

Views

31

下载量

0

CSCD

Alert me when the article has been cited
提交
Tools
Download
Export Citation
Share
Add to favorites
Add to my album

Related Articles

Measurement method of initial position and attitude alignment error for three-axis simulator
Phase shift extraction algorithm with error estimation in phase-shifting interferometry
Moving object detection by optical flow method based on adaptive weight coefficient
Application of WTLS in coordinate transformation of laser tracker
Iterative pose estimation using paraperspective camera model

Related Author

Qing-bo LIU
Shun-qing REN
Chang-hong WANG
Dao-cheng YUAN
Jian-guo HE
Qian LIU
CHANG Fa-liang
LIU Hong-bin

Related Institution

Space Control and Inertial Technology Research Center, Harbin Institute of Technology
Institute of Machinery Manufacturing Technology, China Academy of Engineering Physics
School of Mechanical Engineering, Xi'an Jiaotong University
School of Control Science and Engineering, Shandong University
College of Opto-electronic Engineering, Changchun University of Science and Technology
0